DP-100T01 Designing and Implementing a Data Science Solution on Azure

Duration

4 Days

24 CPD hours

About this course

This course is designed for data scientists with existing knowledge of Python and machine learning frameworks like Scikit-Learn, PyTorch, and Tensorflow, who want to build and operate machine learning solutions in the cloud.

Overview

Learn how to operate machine learning solutions at cloud scale using Azure Machine Learning. This course teaches you to leverage your existing knowledge of Python and machine learning to manage data ingestion and preparation, model training and deployment, and machine learning solution monitoring in Microsoft Azure.

Description

Prerequisites

Creating cloud resources in Microsoft Azure.

Using Python to explore and visualize data.

Training and validating machine learning models using common frameworks like Scikit-Learn, PyTorch, and TensorFlow.

Working with containers

AI-900T00: Microsoft Azure AI Fundamentals is recommended, or the equivalent experience.

1 - Design a data ingestion strategy for machine learning projects

Identify your data source and format
Choose how to serve data to machine learning workflows
Design a data ingestion solution

2 - Design a machine learning model training solution

Identify machine learning tasks
Choose a service to train a machine learning model
Decide between compute options

3 - Design a model deployment solution

Understand how model will be consumed
Decide on real-time or batch deployment

4 - Design a machine learning operations solution

Explore an MLOps architecture
Design for monitoring
Design for retraining

5 - Explore Azure Machine Learning workspace resources and assets

Create an Azure Machine Learning workspace
Identify Azure Machine Learning resources
Identify Azure Machine Learning assets
Train models in the workspace

6 - Explore developer tools for workspace interaction

Explore the studio
Explore the Python SDK
Explore the CLI

7 - Make data available in Azure Machine Learning

Understand URIs
Create a datastore
Create a data asset

8 - Work with compute targets in Azure Machine Learning

Choose the appropriate compute target
Create and use a compute instance
Create and use a compute cluster

9 - Work with environments in Azure Machine Learning

Understand environments
Explore and use curated environments
Create and use custom environments

10 - Find the best classification model with Automated Machine Learning

Preprocess data and configure featurization
Run an Automated Machine Learning experiment
Evaluate and compare models

11 - Track model training in Jupyter notebooks with MLflow

Configure MLflow for model tracking in notebooks
Train and track models in notebooks

12 - Run a training script as a command job in Azure Machine Learning

Convert a notebook to a script
Run a script as a command job
Use parameters in a command job

13 - Track model training with MLflow in jobs

Track metrics with MLflow
View metrics and evaluate models

14 - Perform hyperparameter tuning with Azure Machine Learning

Define a search space
Configure a sampling method
Configure early termination
Use a sweep job for hyperparameter tuning

15 - Run pipelines in Azure Machine Learning

Create components
Create a pipeline
Run a pipeline job

16 - Register an MLflow model in Azure Machine Learning

Log models with MLflow
Understand the MLflow model format
Register an MLflow model

17 - Create and explore the Responsible AI dashboard for a model in Azure Machine Learning

Understand Responsible AI
Create the Responsible AI dashboard
Evaluate the Responsible AI dashboard

18 - Deploy a model to a managed online endpoint

Explore managed online endpoints
Deploy your MLflow model to a managed online endpoint
Deploy a model to a managed online endpoint
Test managed online endpoints

19 - Deploy a model to a batch endpoint

Understand and create batch endpoints
Deploy your MLflow model to a batch endpoint
Deploy a custom model to a batch endpoint
Invoke and troubleshoot batch endpoints

Additional course details:

Nexus Humans DP-100T01 Designing and Implementing a Data Science Solution on Azure training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward.

This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts.

Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success.

While we feel this is the best course for the DP-100T01 Designing and Implementing a Data Science Solution on Azure course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you.

Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

Training Insurance Included!

When you organise training, we understand that there is a risk that some people may fall ill, become unavailable. To mitigate the risk we include training insurance for each delegate enrolled on our public schedule, they are welcome to sit on the same Public class within 6 months at no charge, if the case arises.

What people say about us

Booking process was very easy. Once initial contact was made everything happened smoothly.

Pfizer

Great course yesterday and can’t give enough amazing feedback for John. I’ve never had a teacher hold attention of a class from start to finish, but yesterday he did this.

Jennifer O'Connor

Vistra

Alan delivered the training in an easy to understand and pleasant manner which was broken down into manageable chunks with an appropriate number of breaks to give folk time away from their laptops and screens. It is never easy to do 2 days of training on a fairly in-depth subject involving Software even in a classroom environment and remaining focused and engaged so doing it remotely adds another level of complexity, but I have to say that personally this was one of the best Training Events that I have attended for some years. I have gained so much knowledge of MS Project and it will certainly make my job easier going forward.

A large part of what I gained has to be credited to Alan’s manner and delivery and I should be grateful if you could pass on my thanks to him.

Also, the support, together with joining instructions & training literature etc from Nexus Human has been excellent – thank you for that. I intend feeding that back to our People and ICT Teams too

Nexus Human - Project class

December 2023

This was my 2nd course with Nexus Human and I enjoy the format of the courses.
This was very well-run, the instructor was superb and i will get a lot of benefit from having access for the next 6 months, I look forward to the next course.

Cathal

Kerry, Ireland

I would like to thank the staff of Nexus Human, who were very helpful, prompt, friendly and professional in helping me attain my Microsoft certification. I would like to thank Abdul in particular for his guidance during the course and commend him on his knowledge of software development.

Paul

ITC Group
Dublin

This is the 3rd course I have done with Arun. He is very helpful and always supportive if I have other questions outside the lecture parameters. I have already recommended him and Nexus Human to work colleges and would do so again after this course.

Philip

Nexus Human Classroom Student

The instructor was excellent. Was willing to field any questions we had and deal with our specific queries.

Excel student

The class just finished and I just wanted to mention to you that it was absolutely amazing. The quality of the training had very high standards, the trainer explained amazingly well and we actually practiced (did) all the steps. It was not learning by watching a presentation but by actually doing. The training has been delivered from Atlanta (US) and I cannot wait to go tomorrow in the office and recommend it. The connection and the lab environment were running perfectly.
Once again thank you very much and looking forward for the next trainings scheduled. Enrolling via Nexus Human was the perfect choice.

Cristina, Nexus Human IT Course Attendee

Firstly I would like to say thanks, I found the course I sat yesterday extremely beneficial and the instructor was fantastic, she was enthusiastic and engaging and I would highly recommend the course to friends and colleagues. The post class services are also excellent!

Adobe Student

Sharon was lovely and has a fantastic knowledge. Honestly I didn't think I needed part 1 but I am SO glad I came. Thank you. Will be back in for part 2.

Nexus Human Student

Excellent interaction and answered all of my questions. Looking forward to being able to apply some of the tips and features learned today which hopefully should have real impact on some of the more time consuming tasks currently encountered.

Nexus Human Power BI Attendee

Brilliant
Wonderful teacher
Course presented extremely well indeed

Nexus Human Student feedback

Global Schedule

GTR = Guarenteed to Run

07 Apr 25

14:00 - 22:00Live Online GTR2,494

07 Jul 25